Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 683 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 8 |
| Duplicate rows (%) | 1.2% |
| Total size in memory | 64.0 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
| Dataset has 8 (1.2%) duplicate rows | Duplicates |
Bare_Nuclei is highly overall correlated with Bland_Chromatin and 7 other fields | High correlation |
Bland_Chromatin is highly overall correlated with Bare_Nuclei and 7 other fields | High correlation |
Class is highly overall correlated with Bare_Nuclei and 8 other fields | High correlation |
Clump_Thickness is highly overall correlated with Bare_Nuclei and 7 other fields | High correlation |
Marginal_Adhesion is highly overall correlated with Bare_Nuclei and 7 other fields | High correlation |
Mitoses is highly overall correlated with Class and 2 other fields | High correlation |
Normal_Nucleoli is highly overall correlated with Bare_Nuclei and 8 other fields | High correlation |
Single_cell_Size is highly overall correlated with Bare_Nuclei and 7 other fields | High correlation |
U_Cell_Shape is highly overall correlated with Bare_Nuclei and 7 other fields | High correlation |
U_Cell_Size is highly overall correlated with Bare_Nuclei and 8 other fields | High correlation |
Reproduction
| Analysis started | 2024-12-21 11:24:41.806600 |
|---|---|
| Analysis finished | 2024-12-21 11:24:56.024601 |
| Duration | 14.22 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
Sample_No
Real number (ℝ)
| Distinct | 630 |
|---|---|
| Distinct (%) | 92.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1076720.2 |
| Minimum | 63375 |
|---|---|
| Maximum | 13454352 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 63375 |
|---|---|
| 5-th percentile | 413929.8 |
| Q1 | 877617 |
| median | 1171795 |
| Q3 | 1238705 |
| 95-th percentile | 1334001.2 |
| Maximum | 13454352 |
| Range | 13390977 |
| Interquartile range (IQR) | 361088 |
Descriptive statistics
| Standard deviation | 620644.05 |
|---|---|
| Coefficient of variation (CV) | 0.57642091 |
| Kurtosis | 257.36841 |
| Mean | 1076720.2 |
| Median Absolute Deviation (MAD) | 104296 |
| Skewness | 13.74841 |
| Sum | 7.3539992 × 108 |
| Variance | 3.8519903 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1182404 | 6 | 0.9% |
| 1276091 | 5 | 0.7% |
| 1198641 | 3 | 0.4% |
| 897471 | 2 | 0.3% |
| 1168736 | 2 | 0.3% |
| 411453 | 2 | 0.3% |
| 734111 | 2 | 0.3% |
| 1293439 | 2 | 0.3% |
| 560680 | 2 | 0.3% |
| 1143978 | 2 | 0.3% |
| Other values (620) | 655 |
| Value | Count | Frequency (%) |
| 63375 | 1 | |
| 76389 | 1 | |
| 95719 | 1 | |
| 128059 | 1 | |
| 142932 | 1 | |
| 144888 | 1 | |
| 145447 | 1 | |
| 160296 | 1 | |
| 167528 | 1 | |
| 183913 | 1 |
| Value | Count | Frequency (%) |
| 13454352 | 1 | |
| 8233704 | 1 | |
| 1371920 | 1 | |
| 1371026 | 1 | |
| 1369821 | 1 | |
| 1368882 | 1 | |
| 1368273 | 1 | |
| 1368267 | 1 | |
| 1365328 | 1 | |
| 1365075 | 1 |
Clump_Thickness
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4421669 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8207613 |
|---|---|
| Coefficient of variation (CV) | 0.6349967 |
| Kurtosis | -0.63312453 |
| Mean | 4.4421669 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.58765424 |
| Sum | 3034 |
| Variance | 7.9566944 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 139 | |
| 5 | 128 | |
| 3 | 104 | |
| 4 | 79 | |
| 10 | 69 | |
| 2 | 50 | 7.3% |
| 8 | 44 | 6.4% |
| 6 | 33 | 4.8% |
| 7 | 23 | 3.4% |
| 9 | 14 | 2.0% |
| Value | Count | Frequency (%) |
| 1 | 139 | |
| 2 | 50 | 7.3% |
| 3 | 104 | |
| 4 | 79 | |
| 5 | 128 | |
| 6 | 33 | 4.8% |
| 7 | 23 | 3.4% |
| 8 | 44 | 6.4% |
| 9 | 14 | 2.0% |
| 10 | 69 |
| Value | Count | Frequency (%) |
| 10 | 69 | |
| 9 | 14 | 2.0% |
| 8 | 44 | 6.4% |
| 7 | 23 | 3.4% |
| 6 | 33 | 4.8% |
| 5 | 128 | |
| 4 | 79 | |
| 3 | 104 | |
| 2 | 50 | 7.3% |
| 1 | 139 |
U_Cell_Size
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1508053 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0651449 |
|---|---|
| Coefficient of variation (CV) | 0.97281317 |
| Kurtosis | 0.07367914 |
| Mean | 3.1508053 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2264041 |
| Sum | 2152 |
| Variance | 9.395113 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 373 | |
| 10 | 67 | 9.8% |
| 3 | 52 | 7.6% |
| 2 | 45 | 6.6% |
| 4 | 38 | 5.6% |
| 5 | 30 | 4.4% |
| 8 | 28 | 4.1% |
| 6 | 25 | 3.7% |
| 7 | 19 | 2.8% |
| 9 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 373 | |
| 2 | 45 | 6.6% |
| 3 | 52 | 7.6% |
| 4 | 38 | 5.6% |
| 5 | 30 | 4.4% |
| 6 | 25 | 3.7% |
| 7 | 19 | 2.8% |
| 8 | 28 | 4.1% |
| 9 | 6 | 0.9% |
| 10 | 67 | 9.8% |
| Value | Count | Frequency (%) |
| 10 | 67 | 9.8% |
| 9 | 6 | 0.9% |
| 8 | 28 | 4.1% |
| 7 | 19 | 2.8% |
| 6 | 25 | 3.7% |
| 5 | 30 | 4.4% |
| 4 | 38 | 5.6% |
| 3 | 52 | 7.6% |
| 2 | 45 | 6.6% |
| 1 | 373 |
U_Cell_Shape
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2152269 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9885808 |
|---|---|
| Coefficient of variation (CV) | 0.92950851 |
| Kurtosis | -0.016815621 |
| Mean | 3.2152269 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.15789 |
| Sum | 2196 |
| Variance | 8.9316153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 346 | |
| 10 | 58 | 8.5% |
| 2 | 58 | 8.5% |
| 3 | 53 | 7.8% |
| 4 | 43 | 6.3% |
| 5 | 32 | 4.7% |
| 7 | 30 | 4.4% |
| 6 | 29 | 4.2% |
| 8 | 27 | 4.0% |
| 9 | 7 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 346 | |
| 2 | 58 | 8.5% |
| 3 | 53 | 7.8% |
| 4 | 43 | 6.3% |
| 5 | 32 | 4.7% |
| 6 | 29 | 4.2% |
| 7 | 30 | 4.4% |
| 8 | 27 | 4.0% |
| 9 | 7 | 1.0% |
| 10 | 58 | 8.5% |
| Value | Count | Frequency (%) |
| 10 | 58 | 8.5% |
| 9 | 7 | 1.0% |
| 8 | 27 | 4.0% |
| 7 | 30 | 4.4% |
| 6 | 29 | 4.2% |
| 5 | 32 | 4.7% |
| 4 | 43 | 6.3% |
| 3 | 53 | 7.8% |
| 2 | 58 | 8.5% |
| 1 | 346 |
Marginal_Adhesion
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8301611 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.8645622 |
|---|---|
| Coefficient of variation (CV) | 1.0121552 |
| Kurtosis | 0.94240721 |
| Mean | 2.8301611 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5091811 |
| Sum | 1933 |
| Variance | 8.2057165 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 393 | |
| 3 | 58 | 8.5% |
| 2 | 58 | 8.5% |
| 10 | 55 | 8.1% |
| 4 | 33 | 4.8% |
| 8 | 25 | 3.7% |
| 5 | 23 | 3.4% |
| 6 | 21 | 3.1% |
| 7 | 13 | 1.9% |
| 9 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 393 | |
| 2 | 58 | 8.5% |
| 3 | 58 | 8.5% |
| 4 | 33 | 4.8% |
| 5 | 23 | 3.4% |
| 6 | 21 | 3.1% |
| 7 | 13 | 1.9% |
| 8 | 25 | 3.7% |
| 9 | 4 | 0.6% |
| 10 | 55 | 8.1% |
| Value | Count | Frequency (%) |
| 10 | 55 | 8.1% |
| 9 | 4 | 0.6% |
| 8 | 25 | 3.7% |
| 7 | 13 | 1.9% |
| 6 | 21 | 3.1% |
| 5 | 23 | 3.4% |
| 4 | 33 | 4.8% |
| 3 | 58 | 8.5% |
| 2 | 58 | 8.5% |
| 1 | 393 |
Single_cell_Size
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2342606 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.2230855 |
|---|---|
| Coefficient of variation (CV) | 0.68735508 |
| Kurtosis | 2.1296393 |
| Mean | 3.2342606 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7037164 |
| Sum | 2209 |
| Variance | 4.9421089 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 376 | |
| 3 | 71 | 10.4% |
| 4 | 48 | 7.0% |
| 1 | 44 | 6.4% |
| 6 | 40 | 5.9% |
| 5 | 39 | 5.7% |
| 10 | 31 | 4.5% |
| 8 | 21 | 3.1% |
| 7 | 11 | 1.6% |
| 9 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 44 | 6.4% |
| 2 | 376 | |
| 3 | 71 | 10.4% |
| 4 | 48 | 7.0% |
| 5 | 39 | 5.7% |
| 6 | 40 | 5.9% |
| 7 | 11 | 1.6% |
| 8 | 21 | 3.1% |
| 9 | 2 | 0.3% |
| 10 | 31 | 4.5% |
| Value | Count | Frequency (%) |
| 10 | 31 | 4.5% |
| 9 | 2 | 0.3% |
| 8 | 21 | 3.1% |
| 7 | 11 | 1.6% |
| 6 | 40 | 5.9% |
| 5 | 39 | 5.7% |
| 4 | 48 | 7.0% |
| 3 | 71 | 10.4% |
| 2 | 376 | |
| 1 | 44 | 6.4% |
Bare_Nuclei
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5446559 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6438572 |
|---|---|
| Coefficient of variation (CV) | 1.0279861 |
| Kurtosis | -0.79884414 |
| Mean | 3.5446559 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.99001565 |
| Sum | 2421 |
| Variance | 13.277695 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 402 | |
| 10 | 132 | 19.3% |
| 2 | 30 | 4.4% |
| 5 | 30 | 4.4% |
| 3 | 28 | 4.1% |
| 8 | 21 | 3.1% |
| 4 | 19 | 2.8% |
| 9 | 9 | 1.3% |
| 7 | 8 | 1.2% |
| 6 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 402 | |
| 2 | 30 | 4.4% |
| 3 | 28 | 4.1% |
| 4 | 19 | 2.8% |
| 5 | 30 | 4.4% |
| 6 | 4 | 0.6% |
| 7 | 8 | 1.2% |
| 8 | 21 | 3.1% |
| 9 | 9 | 1.3% |
| 10 | 132 | 19.3% |
| Value | Count | Frequency (%) |
| 10 | 132 | 19.3% |
| 9 | 9 | 1.3% |
| 8 | 21 | 3.1% |
| 7 | 8 | 1.2% |
| 6 | 4 | 0.6% |
| 5 | 30 | 4.4% |
| 4 | 19 | 2.8% |
| 3 | 28 | 4.1% |
| 2 | 30 | 4.4% |
| 1 | 402 |
Bland_Chromatin
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4450952 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4496966 |
|---|---|
| Coefficient of variation (CV) | 0.7110679 |
| Kurtosis | 0.16764564 |
| Mean | 3.4450952 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0952705 |
| Sum | 2353 |
| Variance | 6.0010133 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 161 | |
| 2 | 160 | |
| 1 | 150 | |
| 7 | 71 | |
| 4 | 39 | 5.7% |
| 5 | 34 | 5.0% |
| 8 | 28 | 4.1% |
| 10 | 20 | 2.9% |
| 9 | 11 | 1.6% |
| 6 | 9 | 1.3% |
| Value | Count | Frequency (%) |
| 1 | 150 | |
| 2 | 160 | |
| 3 | 161 | |
| 4 | 39 | 5.7% |
| 5 | 34 | 5.0% |
| 6 | 9 | 1.3% |
| 7 | 71 | |
| 8 | 28 | 4.1% |
| 9 | 11 | 1.6% |
| 10 | 20 | 2.9% |
| Value | Count | Frequency (%) |
| 10 | 20 | 2.9% |
| 9 | 11 | 1.6% |
| 8 | 28 | 4.1% |
| 7 | 71 | |
| 6 | 9 | 1.3% |
| 5 | 34 | 5.0% |
| 4 | 39 | 5.7% |
| 3 | 161 | |
| 2 | 160 | |
| 1 | 150 |
Normal_Nucleoli
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8696925 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0526664 |
|---|---|
| Coefficient of variation (CV) | 1.0637608 |
| Kurtosis | 0.4735883 |
| Mean | 2.8696925 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4204311 |
| Sum | 1960 |
| Variance | 9.3187722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 432 | |
| 10 | 60 | 8.8% |
| 3 | 42 | 6.1% |
| 2 | 36 | 5.3% |
| 8 | 23 | 3.4% |
| 6 | 22 | 3.2% |
| 5 | 19 | 2.8% |
| 4 | 18 | 2.6% |
| 7 | 16 | 2.3% |
| 9 | 15 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 432 | |
| 2 | 36 | 5.3% |
| 3 | 42 | 6.1% |
| 4 | 18 | 2.6% |
| 5 | 19 | 2.8% |
| 6 | 22 | 3.2% |
| 7 | 16 | 2.3% |
| 8 | 23 | 3.4% |
| 9 | 15 | 2.2% |
| 10 | 60 | 8.8% |
| Value | Count | Frequency (%) |
| 10 | 60 | 8.8% |
| 9 | 15 | 2.2% |
| 8 | 23 | 3.4% |
| 7 | 16 | 2.3% |
| 6 | 22 | 3.2% |
| 5 | 19 | 2.8% |
| 4 | 18 | 2.6% |
| 3 | 42 | 6.1% |
| 2 | 36 | 5.3% |
| 1 | 432 |
Mitoses
Real number (ℝ)
High correlation 
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6032211 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7326741 |
|---|---|
| Coefficient of variation (CV) | 1.0807456 |
| Kurtosis | 12.273374 |
| Mean | 1.6032211 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5114762 |
| Sum | 1095 |
| Variance | 3.0021597 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 563 | |
| 2 | 35 | 5.1% |
| 3 | 33 | 4.8% |
| 10 | 14 | 2.0% |
| 4 | 12 | 1.8% |
| 7 | 9 | 1.3% |
| 8 | 8 | 1.2% |
| 5 | 6 | 0.9% |
| 6 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 563 | |
| 2 | 35 | 5.1% |
| 3 | 33 | 4.8% |
| 4 | 12 | 1.8% |
| 5 | 6 | 0.9% |
| 6 | 3 | 0.4% |
| 7 | 9 | 1.3% |
| 8 | 8 | 1.2% |
| 10 | 14 | 2.0% |
| Value | Count | Frequency (%) |
| 10 | 14 | 2.0% |
| 8 | 8 | 1.2% |
| 7 | 9 | 1.3% |
| 6 | 3 | 0.4% |
| 5 | 6 | 0.9% |
| 4 | 12 | 1.8% |
| 3 | 33 | 4.8% |
| 2 | 35 | 5.1% |
| 1 | 563 |
Class
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 444 | |
| 1 | 239 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| 1 | 239 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 444 | |
| 1 | 239 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 683 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| 1 | 239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 683 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| 1 | 239 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 683 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 444 | |
| 1 | 239 |
Interactions
Correlations
| Bare_Nuclei | Bland_Chromatin | Class | Clump_Thickness | Marginal_Adhesion | Mitoses | Normal_Nucleoli | Sample_No | Single_cell_Size | U_Cell_Shape | U_Cell_Size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Bare_Nuclei | 1.000 | 0.679 | 0.839 | 0.591 | 0.697 | 0.474 | 0.660 | -0.132 | 0.695 | 0.753 | 0.770 |
| Bland_Chromatin | 0.679 | 1.000 | 0.807 | 0.534 | 0.629 | 0.391 | 0.662 | -0.095 | 0.645 | 0.695 | 0.721 |
| Class | 0.839 | 0.807 | 1.000 | 0.736 | 0.747 | 0.519 | 0.773 | 0.000 | 0.802 | 0.868 | 0.882 |
| Clump_Thickness | 0.591 | 0.534 | 0.736 | 1.000 | 0.544 | 0.421 | 0.566 | -0.003 | 0.587 | 0.667 | 0.664 |
| Marginal_Adhesion | 0.697 | 0.629 | 0.747 | 0.544 | 1.000 | 0.447 | 0.636 | -0.056 | 0.665 | 0.719 | 0.745 |
| Mitoses | 0.474 | 0.391 | 0.519 | 0.421 | 0.447 | 1.000 | 0.510 | -0.082 | 0.483 | 0.478 | 0.513 |
| Normal_Nucleoli | 0.660 | 0.662 | 0.773 | 0.566 | 0.636 | 0.510 | 1.000 | -0.066 | 0.711 | 0.724 | 0.753 |
| Sample_No | -0.132 | -0.095 | 0.000 | -0.003 | -0.056 | -0.082 | -0.066 | 1.000 | -0.092 | -0.059 | -0.041 |
| Single_cell_Size | 0.695 | 0.645 | 0.802 | 0.587 | 0.665 | 0.483 | 0.711 | -0.092 | 1.000 | 0.765 | 0.793 |
| U_Cell_Shape | 0.753 | 0.695 | 0.868 | 0.667 | 0.719 | 0.478 | 0.724 | -0.059 | 0.765 | 1.000 | 0.895 |
| U_Cell_Size | 0.770 | 0.721 | 0.882 | 0.664 | 0.745 | 0.513 | 0.753 | -0.041 | 0.793 | 0.895 | 1.000 |
Missing values
Sample
| Sample_No | Clump_Thickness | U_Cell_Size | U_Cell_Shape | Marginal_Adhesion | Single_cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1000025 | 5 | 1 | 1 | 1 | 2 | 1.0 | 3 | 1 | 1 | 0 |
| 1 | 1002945 | 5 | 4 | 4 | 5 | 7 | 10.0 | 3 | 2 | 1 | 0 |
| 2 | 1015425 | 3 | 1 | 1 | 1 | 2 | 2.0 | 3 | 1 | 1 | 0 |
| 3 | 1016277 | 6 | 8 | 8 | 1 | 3 | 4.0 | 3 | 7 | 1 | 0 |
| 4 | 1017023 | 4 | 1 | 1 | 3 | 2 | 1.0 | 3 | 1 | 1 | 0 |
| 5 | 1017122 | 8 | 10 | 10 | 8 | 7 | 10.0 | 9 | 7 | 1 | 1 |
| 6 | 1018099 | 1 | 1 | 1 | 1 | 2 | 10.0 | 3 | 1 | 1 | 0 |
| 7 | 1018561 | 2 | 1 | 2 | 1 | 2 | 1.0 | 3 | 1 | 1 | 0 |
| 8 | 1033078 | 2 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 5 | 0 |
| 9 | 1033078 | 4 | 2 | 1 | 1 | 2 | 1.0 | 2 | 1 | 1 | 0 |
| Sample_No | Clump_Thickness | U_Cell_Size | U_Cell_Shape | Marginal_Adhesion | Single_cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 689 | 654546 | 1 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 8 | 0 |
| 690 | 654546 | 1 | 1 | 1 | 3 | 2 | 1.0 | 1 | 1 | 1 | 0 |
| 691 | 695091 | 5 | 10 | 10 | 5 | 4 | 5.0 | 4 | 4 | 1 | 1 |
| 692 | 714039 | 3 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 0 |
| 693 | 763235 | 3 | 1 | 1 | 1 | 2 | 1.0 | 2 | 1 | 2 | 0 |
| 694 | 776715 | 3 | 1 | 1 | 1 | 3 | 2.0 | 1 | 1 | 1 | 0 |
| 695 | 841769 | 2 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 0 |
| 696 | 888820 | 5 | 10 | 10 | 3 | 7 | 3.0 | 8 | 10 | 2 | 1 |
| 697 | 897471 | 4 | 8 | 6 | 4 | 3 | 4.0 | 10 | 6 | 1 | 1 |
| 698 | 897471 | 4 | 8 | 8 | 5 | 4 | 5.0 | 10 | 4 | 1 | 1 |
Duplicate rows
Most frequently occurring
| Sample_No | Clump_Thickness | U_Cell_Size | U_Cell_Shape | Marginal_Adhesion | Single_cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 320675 | 3 | 3 | 5 | 2 | 3 | 10.0 | 7 | 1 | 1 | 1 | 2 |
| 1 | 466906 | 1 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 0 | 2 |
| 2 | 704097 | 1 | 1 | 1 | 1 | 1 | 1.0 | 2 | 1 | 1 | 0 | 2 |
| 3 | 1100524 | 6 | 10 | 10 | 2 | 8 | 10.0 | 7 | 3 | 3 | 1 | 2 |
| 4 | 1116116 | 9 | 10 | 10 | 1 | 10 | 8.0 | 3 | 3 | 1 | 1 | 2 |
| 5 | 1198641 | 3 | 1 | 1 | 1 | 2 | 1.0 | 3 | 1 | 1 | 0 | 2 |
| 6 | 1218860 | 1 | 1 | 1 | 1 | 1 | 1.0 | 3 | 1 | 1 | 0 | 2 |
| 7 | 1321942 | 5 | 1 | 1 | 1 | 2 | 1.0 | 3 | 1 | 1 | 0 | 2 |